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SYSTEM FOR IMAGE COMPOSITING INCLUDING TRAINING WITH CUSTOM SYNTHETIC DATA

机译:图像合成系统,包括具有自定义合成数据的培训

摘要

Embodiments allow live action images from an image capture device to be composited with computer generated images in real-time or near real-time. The two types of images (live action and computer generated) are composited accurately by using a depth map. In an embodiment, the depth map includes a “depth value” for each pixel in the live action image. In an embodiment, steps of one or more of feature extraction, matching, filtering or refinement can be implemented, at least in part, with an artificial intelligence (AI) computing approach using a deep neural network with training. A combination of computer-generated (“synthetic”) and live-action (“recorded”) training data is created and used to train the network so that it can improve the accuracy or usefulness of a depth map so that compositing can be improved.
机译:实施例允许从图像捕获设备允许实时动作图像以实时或近实时与计算机生成的图像进行合成。通过使用深度图,可以准确地对两种类型的图像(生成的实时动作和计算机)进行准确地。在一个实施例中,深度图包括实时动作图像中的每个像素的“深度值”。在一个实施例中,可以至少部分地利用具有训练的深神经网络的人工智能(AI)计算方法来实现一个或多个特征提取,匹配,滤波或改进的步骤。创建计算机生成(“合成”)和实时动作(“录制的”)培训数据的组合,并用于训练网络,以便可以提高深度图的准确性或有用性,从而可以提高合成。

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